A GBDT can have data added or removed in place, without full retraining, by updating only affected tree nodes and stored split statistics.
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Online Gradient Boosting Decision Tree: In-Place Updates for Efficient Adding/Deleting Data
A GBDT can have data added or removed in place, without full retraining, by updating only affected tree nodes and stored split statistics.